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Neural Text Summarization - Materialübersicht

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Revised Seminar Schedule Note: If have revised the schedule to reflect that there are few PS-students. Some sessions now have additional variants for HS. Additionally, there is a new topic (unsupervised abstractive summarization), which might replace one or two other sessions.

Overview

Schedule

DateSessionMaterials
23.10.Introductionslides
30.10.Evaluationslides
6.11.No Session (Steen at EMNLP)
13.11.Extractive Summarization: Nallapati et al. (2017) To prepare: Nallapati et al. (2017), Cheng and Lapata (2016) Slides Cheng and Lapata Slides Nallapati
20.11.Pointer Mechanisms: Nallapti et al. 2016, See at. al. 2017 (Shivali)Prepare both papers
27.11.Corpora:
Grusky et al. 2018 (Mai)
Narayan et al. 2018a (Mülleder)		Prepare both papers
4.12. Extractive Summarization with reinforcement learning (Will)Prepare: Narayan et. al. (2018)
Read (No need for questions): https://www.cl.uni-heidelberg.de/statnlpgroup/blog/rl4nmt/
11.12. More Architectures for Abstractive Summarization (Berger)To prepare https://www.aclweb.org/anthology/N18-1150/
http://openaccess.thecvf.com/content_cvpr_2017/papers/Rennie_Self-Critical_Sequence_Training_CVPR_2017_paper.pdf (focus on sections 3 + 4)
18.12. Controllability (Will)To prepare: https://www.aclweb.org/anthology/P19-1099.pdf https://www.aclweb.org/anthology/P16-1159/ (focus on sections 1-3)
08.01. Pretraining (Schneider)To prepare: https://www.aclweb.org/anthology/K19-1074/, if you never read it, also: https://arxiv.org/abs/1810.04805Generation paper I mentioned towards the end of the lecture
13.01. 9:00-11:00, SR 7 (INF 325) Unsupervised Summarization (Ke Lyu)To prepare: http://arxiv.org/abs/ 1810.05739, https://www.aclweb.org/anthology/P19-1206/
15.01. Coherence (Schneider)To prepare: https://arxiv.org/abs/1909.02059 http://arxiv.org/abs/1804.07036
22.01. Fact-awareness (Niyogi)
Background Knowledge (Perle)		Prepare both papers
29.01. MDS (Meier)Prepare https://openreview.net/forum?id=Hyg0vbWC- and https://arxiv.org/pdf/1910.08435.pdf
05.02. Wrap-up/ProjectsPrepare https://www.aclweb.org/anthology/D19-1051/
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